Machine learning has revolutionized spam filtering by introducing algorithms that continuously learn and adapt. These algorithms analyze vast amounts of data to identify new spam patterns and improve detection accuracy. This adaptive learning helps in minimizing false positives and ensuring legitimate emails reach the inbox.